Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	190
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.3 KiB
Average record size in memory	152.7 B

Variable types

Numeric	18
Categorical	1

Alerts

`Dacoity` is highly correlated with `Robbery` and 15 other fields	High correlation
`Robbery` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Murder` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Speedy Trial` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Riot` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Woman & Child Repression` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Kidnapping` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Police Assault` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Burglary` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Theft` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Other Cases` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Arms Act - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Explosive - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Narcotics - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Smuggling - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Total - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Total Cases` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Dacoity` is highly correlated with `Robbery` and 15 other fields	High correlation
`Robbery` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Murder` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Speedy Trial` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Riot` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Woman & Child Repression` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Kidnapping` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Police Assault` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Burglary` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Theft` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Other Cases` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Arms Act - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Explosive - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Narcotics - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Smuggling - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Total - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Total Cases` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Dacoity` is highly correlated with `Robbery` and 15 other fields	High correlation
`Robbery` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Murder` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Speedy Trial` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Riot` is highly correlated with `Dacoity` and 6 other fields	High correlation
`Woman & Child Repression` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Kidnapping` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Police Assault` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Burglary` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Theft` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Other Cases` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Arms Act - RC` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Explosive - RC` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Narcotics - RC` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Smuggling - RC` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Total - RC` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Total Cases` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Unit Name` is highly correlated with `Dacoity` and 14 other fields	High correlation
`Dacoity` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Robbery` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Murder` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Speedy Trial` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Riot` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Woman & Child Repression` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Kidnapping` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Police Assault` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Burglary` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Theft` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Other Cases` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Arms Act - RC` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Explosive - RC` is highly correlated with `Dacoity` and 15 other fields	High correlation
`Narcotics - RC` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Smuggling - RC` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Total - RC` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Total Cases` is highly correlated with `Unit Name` and 16 other fields	High correlation
`Unit Name` is uniformly distributed	Uniform
`Dacoity` has 47 (24.7%) zeros	Zeros
`Robbery` has 37 (19.5%) zeros	Zeros
`Murder` has 35 (18.4%) zeros	Zeros
`Speedy Trial` has 39 (20.5%) zeros	Zeros
`Riot` has 102 (53.7%) zeros	Zeros
`Woman & Child Repression` has 35 (18.4%) zeros	Zeros
`Kidnapping` has 42 (22.1%) zeros	Zeros
`Police Assault` has 41 (21.6%) zeros	Zeros
`Burglary` has 39 (20.5%) zeros	Zeros
`Theft` has 34 (17.9%) zeros	Zeros
`Other Cases` has 34 (17.9%) zeros	Zeros
`Arms Act - RC` has 37 (19.5%) zeros	Zeros
`Explosive - RC` has 60 (31.6%) zeros	Zeros
`Narcotics - RC` has 34 (17.9%) zeros	Zeros
`Smuggling - RC` has 39 (20.5%) zeros	Zeros
`Total - RC` has 34 (17.9%) zeros	Zeros
`Total Cases` has 34 (17.9%) zeros	Zeros

Reproduction

Analysis started	2022-01-09 23:48:18.286119
Analysis finished	2022-01-09 23:49:15.516810
Duration	57.23 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Year
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.5

Minimum	2010
Maximum	2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	2010
5-th percentile	2010
Q1	2012
median	2014.5
Q3	2017
95-th percentile	2019
Maximum	2019
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.879869927
Coefficient of variation (CV)	0.001429570577
Kurtosis	-1.224824419
Mean	2014.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	382755
Variance	8.293650794
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2010	19	10.0%
2011	19	10.0%
2012	19	10.0%
2013	19	10.0%
2014	19	10.0%
2015	19	10.0%
2016	19	10.0%
2017	19	10.0%
2018	19	10.0%
2019	19	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2010	19	10.0%
2011	19	10.0%
2012	19	10.0%
2013	19	10.0%
2014	19	10.0%
2015	19	10.0%
2016	19	10.0%
2017	19	10.0%
2018	19	10.0%
2019	19	10.0%

Value	Count	Frequency (%)
2019	19	10.0%
2018	19	10.0%
2017	19	10.0%
2016	19	10.0%
2015	19	10.0%
2014	19	10.0%
2013	19	10.0%
2012	19	10.0%
2011	19	10.0%
2010	19	10.0%

Unit Name
Categorical

HIGH CORRELATION
UNIFORM

Distinct	19
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

DMP	10
Khulna Range	10
ATU	10
RPMP	10
GMP	10
Other values (14)	140

Length

Max length	16
Median length	5
Mean length	8.052631579
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	DMP
2nd row	CMP
3rd row	KMP
4th row	RMP
5th row	BMP

Common Values

Value	Count	Frequency (%)
DMP	10	5.3%
Khulna Range	10	5.3%
ATU	10	5.3%
RPMP	10	5.3%
GMP	10	5.3%
Railway Range	10	5.3%
Rangpur Range	10	5.3%
Rajshahi Range	10	5.3%
Barisal Range	10	5.3%
Sylhet Range	10	5.3%
Other values (9)	90	47.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
range	90	32.1%
dmp	10	3.6%
cmp	10	3.6%
kmp	10	3.6%
rmp	10	3.6%
bmp	10	3.6%
smp	10	3.6%
dhaka	10	3.6%
mymensingh	10	3.6%
chittagong	10	3.6%
Other values (10)	100	35.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Dacoity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	76
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.4

Minimum	0
Maximum	656
Zeros	47
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	42.5
95-th percentile	175
Maximum	656
Range	656
Interquartile range (IQR)	41.5

Descriptive statistics

Standard deviation	116.1028462
Coefficient of variation (CV)	2.350260045
Kurtosis	16.50214315
Mean	49.4
Median Absolute Deviation (MAD)	8
Skewness	3.981813951
Sum	9386
Variance	13479.8709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	24.7%
2	11	5.8%
1	9	4.7%
3	7	3.7%
4	6	3.2%
5	6	3.2%
47	5	2.6%
6	5	2.6%
8	5	2.6%
20	5	2.6%
Other values (66)	84	44.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47	24.7%
1	9	4.7%
2	11	5.8%
3	7	3.7%
4	6	3.2%
5	6	3.2%
6	5	2.6%
7	3	1.6%
8	5	2.6%
9	2	1.1%

Value	Count	Frequency (%)
656	1	0.5%
651	1	0.5%
650	1	0.5%
613	1	0.5%
593	1	0.5%
492	1	0.5%
408	1	0.5%
336	1	0.5%
262	1	0.5%
184	1	0.5%

Robbery
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	95
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.42105263

Minimum	0
Maximum	1155
Zeros	37
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	24
Q3	70.25
95-th percentile	280.95
Maximum	1155
Range	1155
Interquartile range (IQR)	66.25

Descriptive statistics

Standard deviation	196.803938
Coefficient of variation (CV)	2.277268467
Kurtosis	16.35737471
Mean	86.42105263
Median Absolute Deviation (MAD)	24
Skewness	4.009692003
Sum	16420
Variance	38731.79003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	19.5%
8	6	3.2%
11	6	3.2%
29	5	2.6%
18	4	2.1%
4	4	2.1%
1	4	2.1%
10	4	2.1%
66	3	1.6%
9	3	1.6%
Other values (85)	114	60.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	19.5%
1	4	2.1%
2	2	1.1%
3	3	1.6%
4	4	2.1%
5	2	1.1%
6	1	0.5%
7	2	1.1%
8	6	3.2%
9	3	1.6%

Value	Count	Frequency (%)
1155	1	0.5%
1069	1	0.5%
1059	1	0.5%
1021	1	0.5%
964	1	0.5%
933	1	0.5%
722	1	0.5%
657	1	0.5%
562	1	0.5%
294	1	0.5%

Murder
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	119
Distinct (%)	62.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	382.4526316

Minimum	0
Maximum	4514
Zeros	35
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15.25
median	41
Q3	343.25
95-th percentile	1353.6
Maximum	4514
Range	4514
Interquartile range (IQR)	328

Descriptive statistics

Standard deviation	860.004193
Coefficient of variation (CV)	2.248655447
Kurtosis	13.02556851
Mean	382.4526316
Median Absolute Deviation (MAD)	41
Skewness	3.648940838
Sum	72666
Variance	739607.212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35	18.4%
33	5	2.6%
37	5	2.6%
15	4	2.1%
19	4	2.1%
20	4	2.1%
29	3	1.6%
16	3	1.6%
23	3	1.6%
22	3	1.6%
Other values (109)	121	63.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35	18.4%
1	2	1.1%
2	1	0.5%
3	2	1.1%
4	1	0.5%
5	1	0.5%
8	1	0.5%
9	1	0.5%
15	4	2.1%
16	3	1.6%

Value	Count	Frequency (%)
4514	1	0.5%
4393	1	0.5%
4114	1	0.5%
4037	1	0.5%
3988	1	0.5%
3966	1	0.5%
3830	1	0.5%
3591	1	0.5%
3549	1	0.5%
1395	1	0.5%

Speedy Trial
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	103
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143.8315789

Minimum	0
Maximum	1907
Zeros	39
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	28.5
Q3	123.25
95-th percentile	522.5
Maximum	1907
Range	1907
Interquartile range (IQR)	121.25

Descriptive statistics

Standard deviation	335.2353087
Coefficient of variation (CV)	2.330749
Kurtosis	16.42396921
Mean	143.8315789
Median Absolute Deviation (MAD)	28.5
Skewness	3.984212631
Sum	27328
Variance	112382.7122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39	20.5%
3	7	3.7%
19	6	3.2%
2	5	2.6%
1	5	2.6%
5	4	2.1%
4	4	2.1%
52	3	1.6%
115	2	1.1%
105	2	1.1%
Other values (93)	113	59.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	20.5%
1	5	2.6%
2	5	2.6%
3	7	3.7%
4	4	2.1%
5	4	2.1%
6	2	1.1%
7	1	0.5%
8	2	1.1%
9	2	1.1%

Value	Count	Frequency (%)
1907	1	0.5%
1896	1	0.5%
1863	1	0.5%
1716	1	0.5%
1666	1	0.5%
1549	1	0.5%
1052	1	0.5%
1045	1	0.5%
922	1	0.5%
563	1	0.5%

Riot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.210526316

Minimum	0
Maximum	172
Zeros	102
Zeros (%)	53.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	30.65
Maximum	172
Range	172
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	21.68821626
Coefficient of variation (CV)	2.641513519
Kurtosis	26.21544752
Mean	8.210526316
Median Absolute Deviation (MAD)	0
Skewness	4.740402406
Sum	1560
Variance	470.3787246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	102	53.7%
1	17	8.9%
3	8	4.2%
17	6	3.2%
7	6	3.2%
15	5	2.6%
2	5	2.6%
11	3	1.6%
9	3	1.6%
5	3	1.6%
Other values (27)	32	16.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	102	53.7%
1	17	8.9%
2	5	2.6%
3	8	4.2%
4	2	1.1%
5	3	1.6%
6	2	1.1%
7	6	3.2%
8	1	0.5%
9	3	1.6%

Value	Count	Frequency (%)
172	1	0.5%
130	1	0.5%
109	1	0.5%
94	1	0.5%
93	1	0.5%
79	1	0.5%
56	1	0.5%
53	1	0.5%
37	1	0.5%
32	1	0.5%

Woman & Child Repression
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	142
Distinct (%)	74.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1843.168421

Minimum	0
Maximum	21389
Zeros	35
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	16
median	211
Q3	1863.25
95-th percentile	5082.15
Maximum	21389
Range	21389
Interquartile range (IQR)	1847.25

Descriptive statistics

Standard deviation	4136.958354
Coefficient of variation (CV)	2.244482006
Kurtosis	13.75360953
Mean	1843.168421
Median Absolute Deviation (MAD)	211
Skewness	3.735964866
Sum	350202
Variance	17114424.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35	18.4%
5	2	1.1%
147	2	1.1%
22	2	1.1%
158	2	1.1%
1538	2	1.1%
120	2	1.1%
8	2	1.1%
4	2	1.1%
848	2	1.1%
Other values (132)	137	72.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	35	18.4%
1	1	0.5%
3	1	0.5%
4	2	1.1%
5	2	1.1%
6	1	0.5%
8	2	1.1%
11	1	0.5%
12	1	0.5%
14	1	0.5%

Value	Count	Frequency (%)
21389	1	0.5%
21291	1	0.5%
21210	1	0.5%
20947	1	0.5%
19601	1	0.5%
18446	1	0.5%
17752	1	0.5%
17073	1	0.5%
16253	1	0.5%
5115	1	0.5%

Kidnapping
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	84
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.09473684

Minimum	0
Maximum	920
Zeros	42
Zeros (%)	22.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.25
median	16
Q3	64.5
95-th percentile	203.55
Maximum	920
Range	920
Interquartile range (IQR)	63.25

Descriptive statistics

Standard deviation	162.5360895
Coefficient of variation (CV)	2.286190184
Kurtosis	16.08359822
Mean	71.09473684
Median Absolute Deviation (MAD)	16
Skewness	3.975249738
Sum	13508
Variance	26417.9804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42	22.1%
1	6	3.2%
11	5	2.6%
6	5	2.6%
3	5	2.6%
8	5	2.6%
2	5	2.6%
16	5	2.6%
4	4	2.1%
27	3	1.6%
Other values (74)	105	55.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	22.1%
1	6	3.2%
2	5	2.6%
3	5	2.6%
4	4	2.1%
5	3	1.6%
6	5	2.6%
7	3	1.6%
8	5	2.6%
9	3	1.6%

Value	Count	Frequency (%)
920	1	0.5%
879	1	0.5%
870	1	0.5%
850	1	0.5%
805	1	0.5%
792	1	0.5%
639	1	0.5%
509	1	0.5%
444	1	0.5%
204	1	0.5%

Police Assault
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	81
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.78947368

Minimum	0
Maximum	1257
Zeros	41
Zeros (%)	21.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	46
95-th percentile	291
Maximum	1257
Range	1257
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	155.8036272
Coefficient of variation (CV)	2.368215134
Kurtosis	23.97803298
Mean	65.78947368
Median Absolute Deviation (MAD)	16
Skewness	4.487585559
Sum	12500
Variance	24274.77026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41	21.6%
13	5	2.6%
1	5	2.6%
12	5	2.6%
8	5	2.6%
2	5	2.6%
3	5	2.6%
16	4	2.1%
20	4	2.1%
99	4	2.1%
Other values (71)	107	56.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41	21.6%
1	5	2.6%
2	5	2.6%
3	5	2.6%
4	4	2.1%
5	3	1.6%
6	4	2.1%
8	5	2.6%
9	2	1.1%
10	2	1.1%

Value	Count	Frequency (%)
1257	1	0.5%
811	1	0.5%
702	1	0.5%
659	1	0.5%
634	1	0.5%
581	1	0.5%
543	1	0.5%
521	1	0.5%
473	1	0.5%
336	1	0.5%

Burglary
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	116
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	251.7368421

Minimum	0
Maximum	3134
Zeros	39
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.25
median	56
Q3	189
95-th percentile	669.8
Maximum	3134
Range	3134
Interquartile range (IQR)	185.75

Descriptive statistics

Standard deviation	568.0452644
Coefficient of variation (CV)	2.256504291
Kurtosis	14.53991224
Mean	251.7368421
Median Absolute Deviation (MAD)	56
Skewness	3.808888076
Sum	47830
Variance	322675.4224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39	20.5%
2	5	2.6%
32	3	1.6%
1	3	1.6%
44	3	1.6%
40	3	1.6%
7	3	1.6%
33	3	1.6%
25	3	1.6%
74	3	1.6%
Other values (106)	122	64.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	20.5%
1	3	1.6%
2	5	2.6%
3	1	0.5%
4	2	1.1%
5	2	1.1%
6	2	1.1%
7	3	1.6%
8	1	0.5%
16	1	0.5%

Value	Count	Frequency (%)
3134	1	0.5%
3101	1	0.5%
2927	1	0.5%
2809	1	0.5%
2762	1	0.5%
2495	1	0.5%
2213	1	0.5%
2163	1	0.5%
2137	1	0.5%
686	1	0.5%

Theft
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	140
Distinct (%)	73.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	698.5368421

Minimum	0
Maximum	8873
Zeros	34
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	36.5
median	139
Q3	521.25
95-th percentile	2220.2
Maximum	8873
Range	8873
Interquartile range (IQR)	484.75

Descriptive statistics

Standard deviation	1584.56322
Coefficient of variation (CV)	2.268403218
Kurtosis	14.87911297
Mean	698.5368421
Median Absolute Deviation (MAD)	139
Skewness	3.840639794
Sum	132722
Variance	2510840.599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.9%
50	3	1.6%
6	3	1.6%
101	3	1.6%
477	2	1.1%
89	2	1.1%
136	2	1.1%
46	2	1.1%
513	2	1.1%
78	2	1.1%
Other values (130)	135	71.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	17.9%
2	1	0.5%
4	1	0.5%
5	1	0.5%
6	3	1.6%
8	1	0.5%
15	1	0.5%
17	1	0.5%
23	1	0.5%
24	1	0.5%

Value	Count	Frequency (%)
8873	1	0.5%
8598	1	0.5%
8529	1	0.5%
7882	1	0.5%
7660	1	0.5%
6821	1	0.5%
6110	1	0.5%
5833	1	0.5%
5561	1	0.5%
2240	1	0.5%

Other Cases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	156
Distinct (%)	82.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8080.094737

Minimum	0
Maximum	96112
Zeros	34
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	149
median	861.5
Q3	8272.75
95-th percentile	22216.6
Maximum	96112
Range	96112
Interquartile range (IQR)	8123.75

Descriptive statistics

Standard deviation	18080.14797
Coefficient of variation (CV)	2.237615839
Kurtosis	13.95087721
Mean	8080.094737
Median Absolute Deviation (MAD)	861.5
Skewness	3.765501324
Sum	1535218
Variance	326891750.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.9%
728	2	1.1%
7228	1	0.5%
388	1	0.5%
8523	1	0.5%
131	1	0.5%
77747	1	0.5%
5315	1	0.5%
1547	1	0.5%
443	1	0.5%
Other values (146)	146	76.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	17.9%
9	1	0.5%
16	1	0.5%
33	1	0.5%
49	1	0.5%
52	1	0.5%
55	1	0.5%
65	1	0.5%
90	1	0.5%
100	1	0.5%

Value	Count	Frequency (%)
96112	1	0.5%
93930	1	0.5%
90400	1	0.5%
88355	1	0.5%
87139	1	0.5%
84117	1	0.5%
77747	1	0.5%
74645	1	0.5%
69736	1	0.5%
22429	1	0.5%

Arms Act - RC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	104
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.6526316

Minimum	0
Maximum	2515
Zeros	37
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	25.5
Q3	206.25
95-th percentile	659.1
Maximum	2515
Range	2515
Interquartile range (IQR)	203.25

Descriptive statistics

Standard deviation	415.6922006
Coefficient of variation (CV)	2.301058097
Kurtosis	15.73876612
Mean	180.6526316
Median Absolute Deviation (MAD)	25.5
Skewness	3.88312043
Sum	34324
Variance	172800.0057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	19.5%
3	6	3.2%
17	5	2.6%
16	5	2.6%
5	4	2.1%
11	4	2.1%
18	4	2.1%
1	4	2.1%
13	3	1.6%
19	3	1.6%
Other values (94)	115	60.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	19.5%
1	4	2.1%
2	3	1.6%
3	6	3.2%
4	2	1.1%
5	4	2.1%
6	1	0.5%
8	2	1.1%
10	1	0.5%
11	4	2.1%

Value	Count	Frequency (%)
2515	1	0.5%
2291	1	0.5%
2208	1	0.5%
2079	1	0.5%
2023	1	0.5%
1575	1	0.5%
1517	1	0.5%
1511	1	0.5%
1269	1	0.5%
723	1	0.5%

Explosive - RC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	71
Distinct (%)	37.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.63157895

Minimum	0
Maximum	1310
Zeros	60
Zeros (%)	31.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.5
Q3	39.25
95-th percentile	232.3
Maximum	1310
Range	1310
Interquartile range (IQR)	39.25

Descriptive statistics

Standard deviation	149.4862137
Coefficient of variation (CV)	2.736260174
Kurtosis	36.61876281
Mean	54.63157895
Median Absolute Deviation (MAD)	5.5
Skewness	5.500918595
Sum	10380
Variance	22346.1281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	31.6%
3	9	4.7%
1	9	4.7%
2	7	3.7%
4	7	3.7%
10	4	2.1%
8	4	2.1%
15	4	2.1%
11	4	2.1%
7	3	1.6%
Other values (61)	79	41.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60	31.6%
1	9	4.7%
2	7	3.7%
3	9	4.7%
4	7	3.7%
5	3	1.6%
6	3	1.6%
7	3	1.6%
8	4	2.1%
9	2	1.1%

Value	Count	Frequency (%)
1310	1	0.5%
1007	1	0.5%
725	1	0.5%
520	1	0.5%
487	1	0.5%
387	1	0.5%
362	1	0.5%
354	1	0.5%
289	1	0.5%
253	1	0.5%

Narcotics - RC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	155
Distinct (%)	81.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5338.031579

Minimum	0
Maximum	112549
Zeros	34
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	188
median	970
Q3	4450.5
95-th percentile	21315.8
Maximum	112549
Range	112549
Interquartile range (IQR)	4262.5

Descriptive statistics

Standard deviation	13451.2835
Coefficient of variation (CV)	2.519895826
Kurtosis	34.91635257
Mean	5338.031579
Median Absolute Deviation (MAD)	970
Skewness	5.399773913
Sum	1014226
Variance	180937027.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.9%
395	2	1.1%
264	2	1.1%
10535	1	0.5%
2021	1	0.5%
4425	1	0.5%
518	1	0.5%
62208	1	0.5%
13638	1	0.5%
4260	1	0.5%
Other values (145)	145	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	17.9%
44	1	0.5%
55	1	0.5%
68	1	0.5%
91	1	0.5%
130	1	0.5%
139	1	0.5%
144	1	0.5%
154	1	0.5%
155	1	0.5%

Value	Count	Frequency (%)
112549	1	0.5%
98984	1	0.5%
62208	1	0.5%
47666	1	0.5%
42501	1	0.5%
37264	1	0.5%
35832	1	0.5%
31696	1	0.5%
29344	1	0.5%
22682	1	0.5%

Smuggling - RC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	121
Distinct (%)	63.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	560

Minimum	0
Maximum	6788
Zeros	39
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.25
median	84.5
Q3	245.25
95-th percentile	2404.15
Maximum	6788
Range	6788
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	1310.060591
Coefficient of variation (CV)	2.339393912
Kurtosis	11.95054994
Mean	560
Median Absolute Deviation (MAD)	84.5
Skewness	3.452754174
Sum	106400
Variance	1716258.751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39	20.5%
2	5	2.6%
4	4	2.1%
9	3	1.6%
1	3	1.6%
31	2	1.1%
134	2	1.1%
19	2	1.1%
115	2	1.1%
531	2	1.1%
Other values (111)	126	66.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	20.5%
1	3	1.6%
2	5	2.6%
3	1	0.5%
4	4	2.1%
5	2	1.1%
6	1	0.5%
7	1	0.5%
8	2	1.1%
9	3	1.6%

Value	Count	Frequency (%)
6788	1	0.5%
6578	1	0.5%
6437	1	0.5%
6363	1	0.5%
6179	1	0.5%
5714	1	0.5%
5599	1	0.5%
4680	1	0.5%
4501	1	0.5%
2509	1	0.5%

Total - RC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	154
Distinct (%)	81.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6133.315789

Minimum	0
Maximum	120875
Zeros	34
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	279.5
median	1099.5
Q3	5589.25
95-th percentile	21835.9
Maximum	120875
Range	120875
Interquartile range (IQR)	5309.75

Descriptive statistics

Standard deviation	14974.72684
Coefficient of variation (CV)	2.441538534
Kurtosis	30.81056578
Mean	6133.315789
Median Absolute Deviation (MAD)	1099.5
Skewness	5.097729698
Sum	1165330
Variance	224242444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.9%
289	2	1.1%
488	2	1.1%
572	2	1.1%
11279	1	0.5%
1767	1	0.5%
11685	1	0.5%
5758	1	0.5%
634	1	0.5%
69666	1	0.5%
Other values (144)	144	75.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	17.9%
46	1	0.5%
67	1	0.5%
68	1	0.5%
92	1	0.5%
135	1	0.5%
164	1	0.5%
188	1	0.5%
189	1	0.5%
202	1	0.5%

Value	Count	Frequency (%)
120875	1	0.5%
107153	1	0.5%
69666	1	0.5%
56649	1	0.5%
51832	1	0.5%
45642	1	0.5%
44793	1	0.5%
38886	1	0.5%
37535	1	0.5%
23194	1	0.5%

Total Cases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	157
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17814.05263

Minimum	0
Maximum	221419
Zeros	34
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	831.75
median	2814.5
Q3	19893.5
95-th percentile	44318.2
Maximum	221419
Range	221419
Interquartile range (IQR)	19061.75

Descriptive statistics

Standard deviation	39531.00148
Coefficient of variation (CV)	2.219090866
Kurtosis	14.30990129
Mean	17814.05263
Median Absolute Deviation (MAD)	2814.5
Skewness	3.812193411
Sum	3384670
Variance	1562700078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	17.9%
23519	1	0.5%
3017	1	0.5%
23169	1	0.5%
17323	1	0.5%
1015	1	0.5%
181168	1	0.5%
23630	1	0.5%
7044	1	0.5%
2612	1	0.5%
Other values (147)	147	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	17.9%
84	1	0.5%
121	1	0.5%
143	1	0.5%
166	1	0.5%
244	1	0.5%
317	1	0.5%
352	1	0.5%
401	1	0.5%
639	1	0.5%

Value	Count	Frequency (%)
221419	1	0.5%
213529	1	0.5%
183729	1	0.5%
183407	1	0.5%
181168	1	0.5%
179835	1	0.5%
179199	1	0.5%
169667	1	0.5%
162898	1	0.5%
44536	1	0.5%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Year	Unit Name	Dacoity	Robbery	Murder	Speedy Trial	Riot	Woman & Child Repression	Kidnapping	Police Assault	Burglary	Theft	Other Cases	Arms Act - RC	Explosive - RC	Narcotics - RC	Smuggling - RC	Total - RC	Total Cases
0	2010	DMP	47	220	245	363	3	1370	139	155	555	1915	7228	518	82	10535	144	11279	23519
1	2010	CMP	16	108	94	31	7	455	37	31	123	314	1831	51	0	866	99	1016	4063
2	2010	KMP	3	9	29	25	0	153	11	4	65	91	551	19	2	792	13	826	1767
3	2010	RMP	4	20	21	9	15	157	9	12	53	106	578	3	4	332	248	587	1571
4	2010	BMP	8	12	19	21	0	112	6	8	24	83	557	17	0	155	117	289	1139
5	2010	SMP	12	33	33	34	1	104	14	12	33	154	866	14	0	154	20	188	1484
6	2010	Dhaka Range	162	199	1153	362	7	4272	171	71	643	1477	19966	309	30	4459	993	5791	34274
7	2010	Mymensingh Range	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
8	2010	Chittagong Range	153	122	639	245	32	2915	111	87	429	998	12985	235	20	4730	612	5597	24313
9	2010	Sylhet Range	85	43	245	75	17	848	41	19	186	524	5266	30	4	905	172	1111	8460

Last rows

	Year	Unit Name	Dacoity	Robbery	Murder	Speedy Trial	Riot	Woman & Child Repression	Kidnapping	Police Assault	Burglary	Theft	Other Cases	Arms Act - RC	Explosive - RC	Narcotics - RC	Smuggling - RC	Total - RC	Total Cases
180	2019	Sylhet Range	4	5	20	4	0	67	1	8	7	33	412	1	3	139	21	164	725
181	2019	Khulna Range	4	4	37	0	0	99	2	2	7	36	544	13	3	814	20	850	1585
182	2019	Barisal Range	2	3	16	2	0	86	3	2	16	23	378	1	0	363	0	364	895
183	2019	Rajshahi Range	5	8	29	6	0	99	8	2	5	40	469	25	15	1166	134	1340	2011
184	2019	Rangpur Range	1	2	33	0	0	116	0	0	8	38	625	4	0	551	94	649	1472
185	2019	Railway Range	0	1	2	0	0	0	0	0	0	5	9	0	0	55	12	67	84
186	2019	GMP	2	3	3	1	0	22	1	2	2	8	65	3	0	130	2	135	244
187	2019	RPMP	0	0	1	0	0	12	1	0	0	6	33	0	0	68	0	68	121
188	2019	ATU	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
189	2019	Total	32	68	351	48	1	1139	46	69	174	494	5428	174	30	9069	361	9634	17484

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows